{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Multisectoral energy system with oemof\n",
    "\n",
    "### General description:\n",
    "\n",
    "The jupyter notebook gives a simple example of how to couple the sectors power, heat and mobility.\n",
    "\n",
    "### Installation requirements:\n",
    "\n",
    "This example requires oemof 0.1.4 and jupyter. Install by:\n",
    "\n",
    "    pip install oemof==0.1.4 jupyter\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Create a simple energy system"
   ]
  },
  {
   "attachments": {
    "simple_system.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![simple_system.png](attachment:simple_system.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Initialize energy system"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from oemof.solph import EnergySystem\n",
    "import pandas as pd\n",
    "\n",
    "# initialize energy system\n",
    "energysystem = EnergySystem(timeindex=pd.date_range('1/1/2016', \n",
    "                                                    periods=168, \n",
    "                                                    freq='H'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Import input data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# import example data with scaled demands and feedin timeseries of renewables \n",
    "# as dataframe\n",
    "data = pd.read_csv(\"data/example_data.csv\", sep=\",\")\n",
    "#print(data.demand_el[0:10])\n",
    "#print(data.keys())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Add entities to energy system"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from oemof.solph import Bus, Flow, Sink, Source, LinearTransformer\n",
    "\n",
    "### BUS\n",
    "# create electricity bus\n",
    "b_el = Bus(label=\"b_el\")\n",
    "\n",
    "# add excess sink to help avoid infeasible problems\n",
    "Sink(label=\"excess_el\",\n",
    "     inputs={b_el: Flow()})\n",
    "Source(label=\"shortage_el\",\n",
    "       outputs={b_el: Flow(variable_costs=1000)})\n",
    "\n",
    "### DEMAND\n",
    "# add electricity demand\n",
    "Sink(label=\"demand_el\",\n",
    "     inputs={b_el: Flow(nominal_value=85,\n",
    "                        actual_value=data['demand_el'],\n",
    "                        fixed=True)})\n",
    "\n",
    "### SUPPLY\n",
    "# add wind and pv feedin\n",
    "Source(label=\"wind\",\n",
    "       outputs={b_el: Flow(actual_value=data['wind'],\n",
    "                           nominal_value=60,\n",
    "                           fixed=True)});\n",
    "Source(label=\"pv\",\n",
    "       outputs={b_el: Flow(actual_value=data['pv'],\n",
    "                           nominal_value=200,\n",
    "                           fixed=True)});"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Optimize energy system and plot results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "from oemof.solph import OperationalModel\n",
    "\n",
    "import oemof.outputlib\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "def optimize(energysystem):\n",
    "    \n",
    "    ### optimize\n",
    "    # create operational model\n",
    "    om = OperationalModel(es=energysystem)\n",
    "\n",
    "    # solve using the cbc solver\n",
    "    om.solve(solver='cbc',\n",
    "             solve_kwargs={'tee': False})\n",
    "\n",
    "    # save LP-file\n",
    "    om.write('sector_coupling.lp', io_options={'symbolic_solver_labels': True})\n",
    "\n",
    "    # write back results from optimization object to energysystem\n",
    "    om.results();\n",
    "    \n",
    "def plot(energysystem, bus_label, bus_type):\n",
    "    # define colors\n",
    "    cdict = {'wind': '#00bfff', 'pv': '#ffd700', 'pp_gas': '#8b1a1a',\n",
    "             'pp_chp_extraction': '#838b8b', 'excess_el': '#8b7355',\n",
    "             'shortage_el': '#000000', 'heater_rod': 'darkblue',\n",
    "             'pp_chp': 'green', 'demand_el': 'lightgreen', 'demand_th': '#ce4aff', \n",
    "             'heat_pump': 'red', 'leaving_bev': 'darkred', 'bev_storage': 'orange'}\n",
    "    \n",
    "    # create multiindex dataframe with result values\n",
    "    esplot = oemof.outputlib.DataFramePlot(energy_system=energysystem)\n",
    "\n",
    "    # select input results of electrical bus (i.e. power delivered by plants)\n",
    "    esplot.slice_unstacked(bus_label=bus_label, type=bus_type,\n",
    "                           date_from='2016-01-03 00:00:00',\n",
    "                           date_to='2016-01-06 00:00:00')\n",
    "\n",
    "    # set colorlist for esplot\n",
    "    colorlist = esplot.color_from_dict(cdict)\n",
    "    \n",
    "    # set plot attributes\n",
    "    esplot.plot(color=colorlist, title=\"January 2016\", stacked=True, width=1, \n",
    "                kind='bar')\n",
    "    esplot.ax.set_ylabel('Power')\n",
    "    esplot.ax.set_xlabel('Date')\n",
    "    esplot.set_datetime_ticks(tick_distance=24, date_format='%d-%m')\n",
    "    esplot.outside_legend(reverse=True)\n",
    "\n",
    "    plt.show()\n",
    "\n",
    "optimize(energysystem)\n",
    "plot(energysystem, \"b_el\", \"to_bus\")"
   ]
  },
  {
   "attachments": {
    "gas_pp.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Adding the gas sector\n",
    "\n",
    "![gas_pp.png](attachment:gas_pp.png)\n",
    "\n",
    "In order to add a gas power plant, a gas ressource bus is needed. The gas power plant connects the gas and electricity busses and thereby couples the gas and electricity sector."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# add gas bus\n",
    "b_gas = Bus(label=\"b_gas\",\n",
    "            balanced=False)\n",
    "\n",
    "# add gas power plant\n",
    "LinearTransformer(label=\"pp_gas\",\n",
    "                  inputs={b_gas: Flow(summed_max_flow=200)},\n",
    "                  outputs={b_el: Flow(nominal_value=40,\n",
    "                                      variable_costs=40)},\n",
    "                  conversion_factors={b_el: 0.50});"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "optimize(energysystem)\n",
    "plot(energysystem, \"b_el\", \"to_bus\")"
   ]
  },
  {
   "attachments": {
    "heat.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Adding the heat sector\n",
    "\n",
    "![heat.png](attachment:heat.png)\n",
    "\n",
    "The heat sector is added and coupled to the electricity sector similarly to the gas sector. The same component, the LinearTransformer, is used to couple the two sectors. Only through its parametrisation it becomes a heater rod or a heat pump.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# add heat bus\n",
    "b_heat = Bus(label=\"b_heat\",\n",
    "             balanced=True)\n",
    "\n",
    "# add heat demand\n",
    "Sink(label=\"demand_th\",\n",
    "     inputs={b_heat: Flow(nominal_value=60,\n",
    "                        actual_value=data['demand_th'],\n",
    "                        fixed=True)})\n",
    "\n",
    "# add heater rod\n",
    "LinearTransformer(label=\"heater_rod\",\n",
    "                  inputs={b_el: Flow()},\n",
    "                  outputs={b_heat: Flow(variable_costs=10)},\n",
    "                  conversion_factors={b_heat: 0.98});"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "optimize(energysystem)\n",
    "plot(energysystem, \"b_heat\", \"to_bus\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Adding a heat pump\n",
    "\n",
    "There are different ways to model a heat pump. Here the approach of precalculating a COP and using this as a conversion factor for the LinearTransformer is used. Another approach is to use the LinearN1Transformer that has two inputs - electricity and heat from a heat source. See the solph example \"simple_dispatch\"."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# COP can be calculated beforehand, assuming the heat reservoir temperature \n",
    "# is infinite random timeseries for COP\n",
    "import numpy as np\n",
    "COP = np.random.uniform(low=3.0, high=5.0, size=(168,))\n",
    "\n",
    "# add heater rod\n",
    "#LinearTransformer(label=\"heater_rod\",\n",
    "#                  inputs={b_el: Flow()},\n",
    "#                  outputs={b_heat: Flow(variable_costs=10)},\n",
    "#                  conversion_factors={b_heat: 0.98});\n",
    "\n",
    "# add heat pump\n",
    "LinearTransformer(label=\"heat_pump\",\n",
    "                  inputs={b_el: Flow()},\n",
    "                  outputs={b_heat: Flow(nominal_value=20,\n",
    "                                        variable_costs=10)},\n",
    "                  conversion_factors={b_heat: COP});"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "optimize(energysystem)\n",
    "plot(energysystem, \"b_heat\", \"to_bus\")"
   ]
  },
  {
   "attachments": {
    "combined_heat_and_power.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Adding a combined heat and power plant\n",
    "\n",
    "![combined_heat_and_power.png](attachment:combined_heat_and_power.png)\n",
    "\n",
    "The combined heat and power plant couples the gas, electricity and heat sector."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# add CHP with fixed ratio of heat and power (back-pressure turbine)\n",
    "LinearTransformer(label='pp_chp',\n",
    "                  inputs={b_gas: Flow()},\n",
    "                  outputs={b_el: Flow(nominal_value=30,\n",
    "                                      variable_costs=42),\n",
    "                           b_heat: Flow(nominal_value=40)},\n",
    "                  conversion_factors={b_el: 0.3,\n",
    "                                      b_heat: 0.4});"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from oemof.solph import VariableFractionTransformer\n",
    "\n",
    "# add CHP with variable ratio of heat and power (extraction turbine)\n",
    "VariableFractionTransformer(label='pp_chp_extraction',\n",
    "                            inputs={b_gas: Flow()},\n",
    "                            outputs={b_el: Flow(nominal_value=30,\n",
    "                                                variable_costs=42),\n",
    "                                     b_heat: Flow(nominal_value=40)},\n",
    "                            conversion_factors={b_el: 0.3,\n",
    "                                                b_heat: 0.4},\n",
    "                            conversion_factor_single_flow={b_el: 0.5});"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "optimize(energysystem)\n",
    "plot(energysystem, \"b_el\", \"to_bus\")"
   ]
  },
  {
   "attachments": {
    "mobility.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Adding the mobility sector\n",
    "\n",
    "![mobility.png](attachment:mobility.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from oemof.solph import Storage\n",
    "\n",
    "charging_power = 20\n",
    "bev_battery_cap = 50\n",
    "\n",
    "# add mobility bus\n",
    "b_bev = Bus(label=\"b_bev\",\n",
    "            balanced=True)\n",
    "\n",
    "# add transformer to transport electricity from grid to mobility sector\n",
    "LinearTransformer(label=\"transport_el_bev\",\n",
    "                  inputs={b_el: Flow()},\n",
    "                  outputs={b_bev: Flow(variable_costs=10,\n",
    "                                       nominal_value=charging_power,\n",
    "                                       max=data['bev_charging_power'])},\n",
    "                  conversion_factors={b_bev: 1.0})\n",
    "\n",
    "# add BEV storage\n",
    "Storage(label='bev_storage',\n",
    "        inputs={b_bev: Flow()},\n",
    "        outputs={b_bev: Flow()},\n",
    "        nominal_capacity=bev_battery_cap,\n",
    "        capacity_min=data['bev_cap_min'],\n",
    "        capacity_max=data['bev_cap_max'],\n",
    "        capacity_loss=0.00,\n",
    "        initial_capacity=None,\n",
    "        inflow_conversion_factor=1.0,\n",
    "        outflow_conversion_factor=1.0,\n",
    "        nominal_input_capacity_ratio=1.0,\n",
    "        nominal_output_capacity_ratio=1.0,\n",
    "        fixed_costs=35)\n",
    "\n",
    "# add sink for leaving vehicles\n",
    "Sink(label=\"leaving_bev\",\n",
    "     inputs={b_bev: Flow(nominal_value=bev_battery_cap,\n",
    "                         actual_value=data['bev_sink'],\n",
    "                         fixed=True)})\n",
    "\n",
    "# add source for returning vehicles\n",
    "Source(label=\"returning_bev\",\n",
    "       outputs={b_bev: Flow(nominal_value=bev_battery_cap,\n",
    "                            actual_value=data['bev_source'],\n",
    "                            fixed=True)});"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "optimize(energysystem)\n",
    "plot(energysystem, \"b_bev\", \"from_bus\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "plot(energysystem, \"b_el\", \"to_bus\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "plot(energysystem, \"b_el\", \"from_bus\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
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